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Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis

The second of a two volume set on novel methods in harmonic analysis, this book draws on a number of original research and survey papers from well-known specialists detailing the latest innovations and recently discovered links between various fields. Along with many deep theoretical results, these...

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Detalles Bibliográficos
Autores principales: Pesenson, Isaac, Gia, Quoc, Mayeli, Azita, Mhaskar, Hrushikesh, Zhou, Ding-Xuan
Lenguaje:eng
Publicado: Springer 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-55556-0
http://cds.cern.ch/record/2282056
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author Pesenson, Isaac
Gia, Quoc
Mayeli, Azita
Mhaskar, Hrushikesh
Zhou, Ding-Xuan
author_facet Pesenson, Isaac
Gia, Quoc
Mayeli, Azita
Mhaskar, Hrushikesh
Zhou, Ding-Xuan
author_sort Pesenson, Isaac
collection CERN
description The second of a two volume set on novel methods in harmonic analysis, this book draws on a number of original research and survey papers from well-known specialists detailing the latest innovations and recently discovered links between various fields. Along with many deep theoretical results, these volumes contain numerous applications to problems in signal processing, medical imaging, geodesy, statistics, and data science. The chapters within cover an impressive range of ideas from both traditional and modern harmonic analysis, such as: the Fourier transform, Shannon sampling, frames, wavelets, functions on Euclidean spaces, analysis on function spaces of Riemannian and sub-Riemannian manifolds, Fourier analysis on manifolds and Lie groups, analysis on combinatorial graphs, sheaves, co-sheaves, and persistent homologies on topological spaces. Volume II is organized around the theme of recent applications of harmonic analysis to function spaces, differential equations, and data science, covering topics such as: The classical Fourier transform, the non-linear Fourier transform (FBI transform), cardinal sampling series and translation invariant linear systems. Recent results concerning harmonic analysis on non-Euclidean spaces such as graphs and partially ordered sets. Applications of harmonic analysis to data science and statistics Boundary-value problems for PDE's including the Runge–Walsh theorem for the oblique derivative problem of physical geodesy.
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institution Organización Europea para la Investigación Nuclear
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publishDate 2017
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spelling cern-22820562021-04-21T19:05:12Zdoi:10.1007/978-3-319-55556-0http://cds.cern.ch/record/2282056engPesenson, IsaacGia, QuocMayeli, AzitaMhaskar, HrushikeshZhou, Ding-XuanRecent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysisMathematical Physics and MathematicsThe second of a two volume set on novel methods in harmonic analysis, this book draws on a number of original research and survey papers from well-known specialists detailing the latest innovations and recently discovered links between various fields. Along with many deep theoretical results, these volumes contain numerous applications to problems in signal processing, medical imaging, geodesy, statistics, and data science. The chapters within cover an impressive range of ideas from both traditional and modern harmonic analysis, such as: the Fourier transform, Shannon sampling, frames, wavelets, functions on Euclidean spaces, analysis on function spaces of Riemannian and sub-Riemannian manifolds, Fourier analysis on manifolds and Lie groups, analysis on combinatorial graphs, sheaves, co-sheaves, and persistent homologies on topological spaces. Volume II is organized around the theme of recent applications of harmonic analysis to function spaces, differential equations, and data science, covering topics such as: The classical Fourier transform, the non-linear Fourier transform (FBI transform), cardinal sampling series and translation invariant linear systems. Recent results concerning harmonic analysis on non-Euclidean spaces such as graphs and partially ordered sets. Applications of harmonic analysis to data science and statistics Boundary-value problems for PDE's including the Runge–Walsh theorem for the oblique derivative problem of physical geodesy.Springeroai:cds.cern.ch:22820562017
spellingShingle Mathematical Physics and Mathematics
Pesenson, Isaac
Gia, Quoc
Mayeli, Azita
Mhaskar, Hrushikesh
Zhou, Ding-Xuan
Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
title Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
title_full Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
title_fullStr Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
title_full_unstemmed Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
title_short Recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
title_sort recent applications of harmonic analysis to function spaces, differential equations, and data science: novel methods in harmonic analysis
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-55556-0
http://cds.cern.ch/record/2282056
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